{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x72 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import math\n",
    "import matplotlib.ticker as ticker\n",
    "import statsmodels.formula.api as smf\n",
    "from pprint import pprint\n",
    "import re as re\n",
    "\n",
    "from statsmodels.regression.mixed_linear_model import MixedLMResults\n",
    "\n",
    "import scipy as sp\n",
    "#from scipy.stats import nanmean\n",
    "#from scipy.stats import nanstd\n",
    "import copy\n",
    "import scipy.stats as stats\n",
    "import string\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm\n",
    "from pprint import pprint\n",
    "import seaborn as sns\n",
    "sns.set(style=\"white\", context=\"talk\")\n",
    "custom_palette = [ \"greyish\", \"dusty purple\", \"greenish\", \"amber\", \"windows blue\", \"black\",\"faded green\"]  \n",
    "                     #\"green blue\", \"dull green\", \"faded green\",  \n",
    "sns.set_palette(sns.xkcd_palette(custom_palette))\n",
    "current_palette = sns.color_palette()\n",
    "%matplotlib inline\n",
    "sns.palplot(current_palette)\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "round_data = pd.read_csv('./all_studies_round_data.csv')\n",
    "\n",
    "round_data['group'] = 1 #this is only for the crossed mixed effect model\n",
    "\n",
    "game_rounds = pd.read_csv('./all_studies_game_data.csv')\n",
    "#round_data = round_data[round_data.round_index > 3]\n",
    "#print(round_data.size)\n",
    "conditions = ['dynamic_full_feedback',\n",
    "              'dynamic',         \n",
    "              'dynamic_self_feedback',\n",
    "              'dynamic_no_feedback',\n",
    "              'static',\n",
    "              'solo_feedback',\n",
    "              'solo_no_feedback'\n",
    "             ]\n",
    "\n",
    "\n",
    "colors ={'dynamic_no_feedback':'#196FFF',\n",
    "         'dynamic_self_feedback':'#000000',\n",
    "         'dynamic_full_feedback':'#E89468',\n",
    "         'dynamic': '#81B200',\n",
    "         'static':'#9B59B6',\n",
    "         'solo_feedback': '#95A5A6',\n",
    "         'solo_no_feedback': '#95A5A6'\n",
    "        }\n",
    "\n",
    "\n",
    "linestyles ={'dynamic_no_feedback':'-.',\n",
    "         'dynamic_self_feedback':':',\n",
    "         'dynamic_full_feedback':'-',\n",
    "         'dynamic': '-',\n",
    "         'static':'--',\n",
    "         'solo_feedback': '-',\n",
    "         'solo_no_feedback': '-'\n",
    "        }\n",
    "\n",
    "markers ={'dynamic_no_feedback':'d',\n",
    "         'dynamic_self_feedback':'^',\n",
    "         'dynamic_full_feedback':'p',\n",
    "         'dynamic': 'o',\n",
    "         'static':'*',\n",
    "         'solo_feedback': 'H',\n",
    "         'solo_no_feedback': 'h'\n",
    "        }\n",
    "\n",
    "#markers = ['s','o','*']\n",
    "#linestyles = ['--','-',':','-.']\n",
    "tick_size = 25\n",
    "label_size = 35\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "studies = [1,2]\n",
    "#crossed model with no independent groups https://stackoverflow.com/questions/50052421/mixed-models-with-two-random-effects-statsmodels\n",
    "# this is used as a variance component for the individual level stuff\n",
    "vcf = {\"player_id\": \"0 + C(player_id)\", \"game_id\": \"0 + C(game_id)\"} \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fig.2 Panels (A) and (C)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dynamic o\n",
      "static *\n",
      "solo_feedback H\n",
      "dynamic o\n",
      "static *\n",
      "solo_feedback H\n",
      "dynamic_no_feedback d\n",
      "dynamic_full_feedback p\n",
      "dynamic_self_feedback ^\n",
      "solo_no_feedback h\n",
      "dynamic_no_feedback d\n",
      "dynamic_full_feedback p\n",
      "dynamic_self_feedback ^\n",
      "solo_no_feedback h\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_formatter = ticker.FixedFormatter([\n",
    "    \"[1-5]\", \"[6-10]\", \"[11-15]\", \"[16-20]\"])\n",
    "x_locator = ticker.FixedLocator([1, 2, 3, 4])\n",
    "\n",
    "\n",
    "for study_number in studies:\n",
    "    fig = plt.figure(figsize=(11,6))\n",
    "    ax = fig.add_subplot(111)\n",
    "    for half in range(1,2+1):\n",
    "        for condition in round_data[round_data.study==study_number].condition.unique():\n",
    "            print(condition,markers[condition])\n",
    "            sns.regplot(x=\"quarter\",\n",
    "                        y=\"revised_error_relative2solo\",\n",
    "                        data=round_data[(round_data.half==half) & (round_data.condition==condition)],\n",
    "                        x_estimator=np.mean, ax=ax,\n",
    "                        truncate=True,\n",
    "                        marker=markers[condition],\n",
    "                        color=colors[condition],\n",
    "                        line_kws = {'linestyle':linestyles[condition]},\n",
    "                        scatter_kws ={'s':600},\n",
    "                    \n",
    "                        fit_reg=True,\n",
    "                        ci=95,\n",
    "                        label=condition,\n",
    "                       )\n",
    "            \n",
    "    ax.set_xlabel(\"\",fontsize=label_size)\n",
    "    ax.set_ylabel('Normalized Individual error',fontsize=label_size)\n",
    "\n",
    "    ax.set_xlim(0.5,4.5)\n",
    "    ax.set_ylim(-0.149,0.03)\n",
    "\n",
    "    ax.xaxis.set_major_formatter(x_formatter)\n",
    "    ax.xaxis.set_major_locator(x_locator)\n",
    "\n",
    "    \n",
    "    ax.yaxis.set_major_locator(ticker.MultipleLocator(1))\n",
    "    ax.yaxis.set_major_locator(ticker.MultipleLocator(0.05))\n",
    "    \n",
    "    ax.tick_params(labelsize=tick_size)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fig.2 Panels (B) and (D)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "static *\n",
      "dynamic o\n",
      "solo_feedback H\n",
      "static *\n",
      "dynamic o\n",
      "solo_feedback H\n",
      "dynamic_no_feedback d\n",
      "dynamic_self_feedback ^\n",
      "dynamic_full_feedback p\n",
      "solo_no_feedback h\n",
      "dynamic_no_feedback d\n",
      "dynamic_self_feedback ^\n",
      "dynamic_full_feedback p\n",
      "solo_no_feedback h\n"
     ]
    },
    {
     "data": {
      "image/png": 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22D1ccfHGutcvs4vuZTLZdC+bPnUJyIez1vYQpxGciUq992MNqitdjc1jHDO8vlrrrKUd1bZFhunN5SZ9hveeffvYs2/fpJ5D5rf7du7EnH8ezU1N4x4rc5PuZTIX6F42upn92dTkCJLtWL32pU/dwxrqq7XOatpRrpq2yDD7Dh2mGATjHygygxWDgH2HDk93M2Qa6V4mc4HuZaObjwF5d7JtHOOY0nPVfG7TXfa4ljqraUf5W8j6f4Y0D5x3zmp8jVeTWc73PM47Z/V0N0Omke5lMhfoXja6SRmyMsOdJM79vWSMY0rjvI9XWV/JEuDM8AOShYNKCThLdZbKLRgjg0r5GPZq2iLDNDc1cdXmTfzqwYcm7RwXnneexl3Oc3sPHJzUj/qv2rxZH/HOc7qXyVTQvWz6zMeAfDdx/vTzxzjmvGS7Z7zKrLWHkwmb7UmdT1Q4bA1xhpXyOncnW5fRM6iU2tFHnJlFUrjUGB5+7HG6e3rqnpmgpamJKy7eOOMzE9RD/dONTYPhOXfr5Iq2Ng4dO1b3yVAO0NrSwqWmmoRPMtfpXiaTTfey6TMfA/J7gFsZzEc+hDHmHOIAGeDuKuu8lzjl43XAjys8f32y3W+tPQxgre0wxjxG/ObgOioH5KVy91hrNXgwJc/zuGHLlXz/57+oe91bLrm4qhew2oPZofnF46IVcosPySfOyHzhI451hqfsrtisUlq18norLcxRyag5woefdIIq1lSh/krHlS+qMdbiGSPyl4+yz3Vdrr38Mu55aEflY5Kvc/2jJVSqLAJu2HKl0oQJMDPuZRM14r5R1T1x8L411loLpf2jLrY2Sh7w0VK1lt9OSn/tw++wlZpRqWWjLc5SSeV7UtKGYXnNRywUNObjSrUP5XseV1+6mbu3PzhQKCJe+IyydSDCsLZpbbqXjW8+BuRfB/4BuNEYY6y1dtjzv59s77TW7quyzq8RB+RvNMa8f/hqncDvJdvPVSj358DvAneUP2GMyQJvGqWc1Oi8c87hnBUrOHzsWNU9S81NTSMW2ylfsXPZosWcd+658TLUQ14Eyl48kn1UqmeYIc/P5l7oeaqtpYV9hw5z7MSJgd+f67pDroH+QqHqFzIHOGfFCs4755zJabDMSmnuZSOCz2FB6/IlSzh3xYoxVwseXl+llTeH3NuquBcOad+Qcgw5TvfD+qu0CFEpyN+wbh0Hjx3j+KnTo5bv6unRvazO5l1Abq19zBjz78CrgW8aY36ztFiRMea1wJ8mh/798LLGmPVAhji3+pGyp+4A3g2sB/7dGPNGa21XElT/E3AD8djyDw+r8kPA24BnGGM+BLzLWps3xrQBnwEuIB4C86V6fO/zmeM43LDlSr72ve9XdbzrunGgTVkvZxgO6e28avNmWpuVjVJijuOwddMlfO1736/bcIIbtmxRMCJD1HovA1jQ2jrm80+/4gpampuHruA7rOOgFHjrepwbxnqz4wFXXnxxfI0N6Yga+rgWupeNb74OFnsH8DBwMfCoMWa7MWYf8EXiNyl/bq39UYVyPyYe+/2+8p3W2j7gVcRB98uAw8aY+4AjwB8CeeCl1tpTw8odB25Pnv9D4EhS7hDwcqATuHWUCZ9SoyULF7LpwqdVdWwYhnT39tLd20tPLkdvLkdvXx+5vj5y/f1sWLeORe0LJrnFMtvUco2NZ9OFF7J4Yfv4B8q8U8t15gC5vj56czl6cjl6envp6e2lu6eHrp4e1q1ezdLFi8hkMmR8n4zv4/s+vufhlf1zXVcB1TxSusaiKCKMIsIwJAgCikFAsVgkqCEFp+5l1ZmXAXkSGF8L/A3xJMuNxBlS7gRebq19b4o67wMuAz5NHEhfRpw7/BvANdban45S7rvAVuCrQAG4nDgl4ueBLdbaR2pti4zuqs2byWYyE6ojm8lw1eZNdWqRzDW6xmQqVHudRUC+UKBQLFIsFuOAKggIwhDf89i66ZLJb6zMSrqXTS0nquMkK5lZjDGdbW1t7du2bZvupswoO/fs4Rfb7k9d/plbt9atF1TmJl1jMhV0nclk0zVWX1u3bqWrq+uMtXbh8OfqOobcGGOAS4AVwALgBHAUeMBae7Se5xJJ65ING9i55zE6z56tueyiBQu4eMP6SWiVzCW6xmQq6DqTyaZrbOpMOCA3xrQST4R8JfEkxEoiY8w9xJMfP6Ux0TKdXNfl5muu4af33kuxWKy6nO/73HT11bjK0yvj0DUmU0HXmUw2XWNTZ0JDVowxLwb+DVheqm+Mw0sn2gP8trV2Z+oTS1U0ZEVERERkZpiUISvGmOcA/5HUUQrE88AjxNlFeoE24FzAlJ3LAHcaY56hCYsiIiIiMt+lCsiNMcuJF7UpTb89SLzAzdeTFIDDj28lTgv4t8TjyxcCXzHGXGatrW25JxERERGROSTt4J4/IJ60GQHbgcustV+sFIwDWGu7rbWfJE4FuDvZfTHwmpTnFxERERGZE9IG5C9KtkXgt6y1HdUUShbCeQVxfm6A16Y8v4iIiIjInJA2IH8ace/4ndbaJ2opaK19GLiLeNz5lpTnFxERERGZE9IG5KVJnAdSlt+bbFtSlhcRERERmRPSBuRPJdu0yy+tTLaHUpYXEREREZkT0gbk3yHuJb/eGHNFLQWNMSuBm4iHvHw/5flFREREROaEtAH5PwPHkvJfM8asqaaQMSYDfAFoBLqBf0p5fhERERGROSFVQG6tPQbcCpwA1gMPGmPeluQbr8gYcxNwN/Bs4gWEXm+t3Z/m/CIiIiIic0XahYE+mjzcBjwfWAR8GPgnY8wO4Amgi7gnfAVwObCsrIoA+KAx5oNjnCay1q5P0z4RERERkdkiVUAO/B7xGHDKthAH4Fcl/8o5ZcdGyXHrxqjfGVaviIiIiMiclDYgh8Egu9r94z0nIiIiIjLvpA3Ib6prK0RERERE5qlUAbm19s56N0REREREZD5Km/ZQRERERETqQAG5iIiIiMg0UkAuIiIiIjKN0uYhD+p0/shaO5FMLyIiIiIis1raYLiUJ1xpDEVEREREJmAy8pCPpbTYzw6gOIFzi4iIiIjMCWkD8vOrPM4D2pLjbwHeBGSBo8DLrbU9Kc8vIiIiIjInpM1Dvr/GIg8B3zbGfAj4GfAc4PPAy9OcX0RERERkrpjSLCvWWgvcTjzc5aXGmBdN5flFRERERGaaKU97aK39IbA7+fJNU31+EREREZGZZLrykD9I3Eu+ZZrOLyIiIiIyI0xXQJ5Ntsun6fwiIiIiIjPClAfkxpgG4OnJlx1TfX6R8URRNP5BIiIiInUyHatkfhhYSZyT/IFpOL/ImHo6+iGMyDR6+I0+nj9dHySJiIjIfJAqIDfG3F7D4R7QDJwLvAxYX/bcl9OcX2QyHNvTwS8/8whhMeSK2zaw9Px2nJ4CjuviZV0838H1XTzPxVWQLiIiInWStof8cwyuupnWvdbaL02wDpG6ufuzj3D6qS4Atn9rL7f88ZVEIURhSFgMKSRr0zqOg+OCl/XwfRc34+L5Lo6bZvFaERERme8mMmRlItHHnWhRIJlhOg8PLhx79liFRWSTt6BRFBGFEBaLFJzkD8FxcD0nCc7jnnTHibeuAnUREREZQ9qA/OdU30MeAUWgC9gD/Le19q6U5xWZWaLkDyGKCMKIoBCWBenx/1zfIdvo4zV4Go8+z5WGRQE8/U2XsOLCRdPcIhERmQlSBeTW2hvr3A6RuWMgSI//F+QjcoU8TjfgOPgZFy+TDHXJeOpBn0fKh0Xd/bldvPS9Tx+nhIiIzAfTkWVFZP6JIEoC9EIQUOgLwCEZ1uLgZbyBoS6u5+B66kmfi8qHRXUe6p7GloiIyEyigFxkukTxePQgHxHkwzhAB3DiHnPHHTou3c94yu4yy0RhRBRGhGEUzz1QinuZAhoaJTL71C0gN8ZcBDwLuAJYArQAvcBR4FHgp9bah+p1PpE5p2w8OsTBXFgE+gd70x0vGfKi7C4zQhRFhMWQMEx+Z0EcfIdBRFgICYNSBB4NfEIiMtk0NEpk9plwQG6MuRx4P3EwPt6xDwBvVmAuUqOolN0lIl8Y2pvuZV38rIuf9Qayu0h9hWEceJd+B2EQf6oRFEJK76QGQm3F3DLNNDRKZPaZUEBujHkt8G9AA9WlQdwC/NoY8wfW2k9P5Nwi81pZb3qxL6DYH+A4BUpZXYjAKRuLHkVRWVA/WI3jJCNkkrSNXhLYz8WgPoriQDoKByPmMIyIgpAoKuvdLsZfO07yYUVZpB0NdniLzFj9S3Zx+vIPA7Bo+x9QDG7E9xqmuVUiMpbUAbkx5rnAZwGXwWD8fuBu4BDQA7QBa4HrgMuIX8YagI8ZY/ZYa3+RvukiMqBs0miQT6LFAkBQUzWOA7gOmUYfvyHJoe448VjoJBqdKSuVlnqrcRwc4ptLKbgGCIN4yEhYTIaVBGXR9dBNxQBbMbfMVh2Xf4TioicB6Lzio3T330ZzdjlZv3maWyYio0kVkBtjGoFPAR7x69b9wO9aa7ePUWYL8HHiXnIf+HdjzNOstX1p2iAi9RdFQBCR7ymQ7x2YXzpkSIbjxONlPN+lFAmXguPy3ncgziDju7i+g+PG/1w37rl33DjQL42BH5j0mETU8YqoTllgHSYTJCEoBITFSiFzNDTYVlQt81BhwVNDHheK/fRER4miZTRk2qaxZSIymrQ95G8AziF+ufsVcIu1NjdWAWvt/caYG4AfAU8HVgOvJQ7sRWSmGeh1H7Y72VkMxu99L88gA0MXTKqtLZECbJGUek/34fr99DXkaW1aSkvj4hnxKZeIDEr7F/niZBsCrx8vGC+x1vYTB/OlV/LbUp5fRGaTZLRIFEEUDqYDrPrfkLHcIlKLKIpXEe7v7qPj9BFOnTxC98kcuTP95HsLBIXahraJSP2lDcgvJekdt9buraVgcvzdxF1kl6c8v4iIiNQoDAJy/afJ5U9T6AvInc3Tc7qPs8d76e3sp78nTzEfDHwSJiJTI+2QlaXJ9rGU5fcCzyDOVy4iIiJTJAwDcoXThFGRRn8xUegCEYVckUIfOBQGU6pm4jUP/IynNQ9kgBafqr+0PeSliZhpZ4e0JtueMY8SERGRugvDgL5CJz2Fo0RO2ZCVgaFlcUrVvq4CuY5+uk7k6D7VR1+3etBlcPGp0091cffndk13c+aEtD3kTwGbiSdn1sQY4yTlIuL0iCIiIjLFoigiX+glig7TnFmBS7ZyCtAk+1GQDwjyAXmngOOV0qN6+Flvytsu00uLT9Vf2h7ynyfblcaYt9ZY9q3AquTxz1KeX0RERCYsolDsozt/hCI9OFVEBVEEYTGiv7tAb0cf3ady9HXnyecKFPPBwKq2MncExZB8rkBfV57uUzn9fidB2h7yzwBvTx7/izHmsLX2v8YrZIy5Ffjnsl1fTHl+kUk1PJ+2SL2FoV7QZOYIgjw9/cdpyLTT6C2Oc6hVIQohyIcD6U3jrKbxWHPHdfAyLp7v4GU9PN/VOPRZopSZp5ArxkOUlO1q0qUKyK21240xXwVeQbzy5reNMd8kXrnzV9bajtKxxphFwPXAG4GXMrCUCN+y1t47wfaLTAq9+5dJp4BcZpgwLNKX7yD0+2jyl+Pg1xaAldblSu6fURgv6FUAHCeeKOr6Ln42mSia9eLVgGVKhUFIkCy05rjOwIJwUTRs4bXSYm0yJdL2kAP8HnAJsCn5+rbkH8aYHPGEzRagqaxM6S9vN/CmCZxbpO6G3HgiKPQVyTRO5E9EZHRRBPlckWyTrjGZOaIopL/QQzE8RHNmCRm3tS6fGA4fh44Tr8brDvSeJ6v6eupFr6ewGJLvKxIUQqIk6I5CBhdbK6fge1qlfiWw1p5JVt78EvDCYU83J/8q+S7xYkJn055bZFIM6wo4sus0a69cPk2NkbloeGBzYPtx1l+/enoaIzKGIMjTEx2nIZOn0VsEYZ2D5CgZFlG2mq9TWsXXAddzcF0Hx3NxXXC8OGCPv1bAPlxpiElQCAhDIBliUuyPh5vIzDehrpkkqH6xMeaZxD3mNwErKhx6nHgC58estXdO5Jwik2X4mN5DO04qIJe6Gj4Uat+9xxSQy4wVhgF9+Q4Cv49mfwVONInZVKJSn2FZSDEAACAASURBVEj8NxIEUbKkd5KSsTxgTziug+s5OKXg3S3tc3GSHnhcB8cZ7KF3vbS5LGaWUgAeFkKKhZBiPoiDcFBP9yyVKiA3xjRYa/tLX1trf06SecUYs4p44aA2oBs4aa09XIe2ikyaYn8w4iZ2ePcpivlAKb2kLor5kdfYU9uPU+wP8Bt0jcnMFEVhnBqRIzT7y0dNjTj5DRkasENpjHrZMU7ZZljwXq4UuDuOE29dhzAIh/UkO0nPfNxD72bc+Hgn3lcK+Etvsh2nfr32YRAH2VEQEoUQJkNNSt9RGEbxGG800XIuSdtD/o/GmOcCXwa+ZK3dW3rCWnsEOFKPxolMlQMPnRixLyxGHLWnOXfzsmlokcw1Rx89PWJfUAg5uOME5121chpaJFKtiEIhR3d4mEZ/IVl34cwMAqOyzRhdxfHQsfG/gRE99Ml2tEC/otKbBGfojqHpJQfri8I4CI+iaGb+jGXSpA3InwUY4K+AE8DH6tYikTqLwoigOPaspCfvOVpx/8GHTrLyosVjlvU0CWnei8KIIBj7Gjvw0MkR+xwnvvbOvWzsN31KFyczQRAU6A1PUfR7afSXTl9v+XSIxg/0xyk+4pFIubQB+bqyx9+qR0NEJsv33nsvR3aN7J2sxoHtJziwfWTvebll69u58W2Xpapf5oY7P76DE3vP1FwuimDv3UfYe/fYHyquungxL3zPNWmbJ1I3g1lYCjRlFpF12zVpUKQO0s5uyJc97q1HQ0Qmy0U3r8HLTM5EHtd3uODaVeMfKHPaBdeuwvUnpwfby7hcdPOaSalbJK0gyNObP0lP4QihU6hpFIeIjJS2h/x7wGuTxy8BvlCf5ojU3/rrV7N43QJ+8qHtdBzorlu9DW0ZztuyghVm0YjnOg521dxjuuHpq3H9oW8cTuztpONg9W12fZcNTx+ZtePwrlN0n8gN3TnGC2hDc4Z1W0cmTDqw/Ti5rnyFEqUqh1bavLiBczYtHXHck/ccodhffXLjBSubWXHhyJ/zY784VHUdAEvWtbF47YIh+wp9Rfbdd6ymelZcuIgFKwYzu669cjmN7Vnu+eJu+roKNdU1lkVrWnnWO65g4TmtdatTpF7CMKA/7KIY9tPot8/cseUis0DagPx/A9cATwM+bIzpstZq6IrMWIvOaeU3/+567vuy5ZEf7B9cL3YC+rsK2J8d5LyrVtDQkhny3IknzvDQd56oqb7zr1k5IiA//Mgp9txZfdCZafQqBuT7tx3jYIUxzKNZsLK5YkD+2C8Oc2p/9UsIrLxoUcWA/JEf7Cd3ZvTAfrjzr11ZMSB/8Nt7Kxw9ukuet25kQJ4r1lzPVa+4cEhADuC6Tn2C8eTavOR567jqlUZZfmTGC4J8Mra8j+bMMgh1zYrUKm1AngNuAT4E3Ar8hzFmP/BLYBfQQZVDWay16l2XKeFnPa57/cWcs3kpP/vYQ+R7i0OC8vzSXXRu/QgAC7e9nezJi6eppTJvOZBtznDj71+qHPgyq8Rjy7sJKdLsr8Alo95ykRqkDcg7yh5HxH065zF0smc1IjTcRabY2iuX87L3P4Of/Z+HOLJ7cLJn59aPUlz0JABntnyMZf/z4SEvKI7r4Dd4DE83Wyn7hee7ZOqwJLqXqa2eTGPlnik/6w2tJxr7lTLTUPmcfoM76jkq1eiN0rvrN/r4/cGYbSiv2PMrzwGoNX93xUVBHKfmehxv5O/ccR28bFn9EXF2nxqCklUbF3Pj2y+jZVFjTe0RmRni9Ig90RGaM0vx3eYRq9PK3DN8UT1Jxxm+clw1jDH1+hOLrLX6bGuSGGM629ra2rdt2zbdTZmRgmLIF9/yo3hRIODwb/8meMmQgyDD+nvuwKMJJ8hAsYHn/PHWObPKm0yNoBjyn++5m6Aw/i3Tb/C4/ZPPHjFsSaRWf/vt7JB72e2X3TvlbXBdn4ZMO43eIgg143Ou+caf/iJZnAhw4M1fev70NmiW2Lp1K11dXWestQuHP5e2C+/n6MMomeWO7ekYCMYr6Tp9Btfvwvc9GpqbOXHkMCvWrsaJ3PE6mEUAOLnvTFXBOMSrxR57rINVG5dMcqtEJl8YFunLdxD4fTT5yzSEZS6LIJ8rkq3Dp8LzWaqfnrX2xjq3Q2TK7bv32LiTO8NiSL4Yku87wxMPP07TioCs14LvNeE7TQrOZUyHdpyq/mAHnrz3mAJymTOiKCRf6CEIC7Rkl2kIyxwy/Pd4YPtx1l8/MqGAVE+fjcq8FIURT95zpKYem8M7T1As9JPLd9DTf4yz/U+RC04QOH1xYK9PZaVMFEYcfGjsRaWGFohX7dQiKzLXBEGe7v5j5ILTijrmiOHDnffdW1vqWBlJfxoyLx1/vLOmtHsA+Z4CZ47EOcHDMCAICuTynXT3H6a7cID+8DSRU8TRX5UAp/afpb97jDSIFd7A5Tr7ObG3c/IaJTJNSkNYeguHtZDQLFfMByM6s57afnzMIaAyPoUOMi8NWQhmlBeGdVeNzMN99NGRwVIYBhSKfeTyp+nKH6CncJQi3eAGCs7nsUM7Rw5XKc/Q4/kum55/XvLE4P4n1dMkc1ScGrGH7vxhilG37o+z1NFHT4/YFxRCDu6o4RNBGaHmMeTGmPOBDmtt57D9fwS8uIoqvmWt/XCt5xWplyiKeOLXR+IvHGhoifM+f3b/0OM2PmstS9YtYMd/PUmxvwjENyJz87k4w3MfJvUGQZEg6CJf7MF1PTJeExm3Bd9tgcjRpKZ5IooiDjx0fODrTLPPNa8y3P35XUTFwYvg2tdtZPWmJdz50R309xbiYSu/PsLVrzYVrzGRuSAI8vREx2nw+2nyFxMpC8uMEYURQTD2QP8DFRaZc5x4yN25ly0bs6znuxVTBUsNAbkx5gXAnwPXAr8LfHrYIRcCNzJ2yOEA1xljfmitfbS2porUx6knz9Jzqg+A1Rcv4ca3XUrzokbYP/LY5RsWcsObL2HHfz3B6ae66OvK03WslwUrW8Y8RxSFBEFIEBTod7rxvAwNfjtZd4EC83mg82A3uc54SNTyDQu5+tWGpvaGiseuvWI5L3v/Dfz0Iw9xZNdpuk/1cWrfWZae3z6VTRaZUmEY0FfoIIj6aPSX4DuNmvA5A9z58R2c2Hum5nJRBHvvPsLeu4+Medyqixfzwvdck7Z5c9q4AbkxJkO8eM9vl+2+hZEBebmx3v40AJ8CbqimgZPFGLMJeA9wE7AQOAJ8D/gHa231a5UPrfPFwP8CtgIZ4Angy8D/a63tG6XM54DXj1P1S621307TJhnpzNEeHNdh6ysu5NIXnj/uu/XGtixXvdLw5D1H2fPzg3Sf6hs3IC8XRSHFYj9BcJJ+7yxZr5WsuwAXTxla5qiuEzlwYPMLzsfceO6411jzokZe8GdXs+O7T7Dta49x5kiPAnKpWRRFnM0dGLF//5mfsKRpIy2ZlTPqk5coisgXeikGeRr8Vhq8xTh46rCYRhdcu4pT+88O5hivIy/jctHNa+pe71wxZkBujHGIA8rbhj01IqH5MH9TYd+VDA5puc4Yc4u19odVtbLOjDHPAP4HaAROAjsBA/w+8EpjzM3W2gdrrPNdwAeSL58EzgCbgb8HXm6M+Q1r7dkKRS9Ltg8CPaNUX0PuNBnPBdet4tzLltHQkqm6jOM6XHDdKtZcvgx/lJUqxxMH5n0EQZ5+t5Os10rGa40XH2LcxTNlFllzxTJWXrSIbHNt19hlt67nometJdusfL5Svd7+kzx44LPct+8jnMntJ+4PGnTngXcC0JJZxUWLX8H6RbfS6C+ahpZWFoZFcvkz5L1eGv12sl67FhOaJmuvXE7LskbuveNRuk9W7EdMZdGaVp71jitYeE5r3eqca8a767+ZOBiPiHu9fwD8ibV251iFrLUjAnJjjA/cCVyX7HonMOUBuTFmMfCfxMH4PwLvsdYWjTFtwGeBlwHfMMZstNZWlYbDGHMT8H4gD7zKWvvNZP+G5FyXAx8BXjesnA9cnHz5PGutZnNNAcdxagrGy9WyjP1oSsNZckEn/W4XruuTcZvw3EY8pxGXDI6TBOgK0mclx3FqCsbLpb02Zf6JopD793+CH+56F4Wgl/FSl/QUjnD/sX/hweMfZ+vKP+LCxS/HmTEzKyOCIE9veIq8302TvwyfBnVUpBRFEcW+gHxvgXxvMflXoD/Z5nuL+FmXTc8/f0TZh779RH2C8WSdj0uet46rXmnws1qYfSyjRhfGmCzwF2W73met/fO0J0qC3rcC2wEPuMUYs85aW2Hk7qR6B7AI+LW19t1l7esyxrwaeBS4ALideGhNNf6K+NL7YCkYT+p83BhzG/AI8BpjzN9aax8rK7cRyAInFIzPT2EYEIYBRfpxHHfgn+824LuNZNxWXMfX2EoRGaKv0MnXt72cJ0/+mMFAvLroNYj6uOfI+9h/9sfcuOafyPptk9bOWkVRSKGQIwwP0+AvpMFdNK87JqIwotBfHlgXKPQWWXPF8hHH7vrhfp66/zj9vUUKucK4rxtN7dmKAXldPqFzINscJ0xYe+XItspIY/3UnwucS/yn8POJBOMl1tqHjTF3MDhm+haqD3rr5Q3JdsQYeGtt3hjzaeJhJq+iirYZY84DfmOMOq0x5qfAs4FXAn9X9nRpuMrDVbZd5rAoComSO2gQ5Mk7PbhuRzK0ZUEy6WkevzKJCBAH45+/+0aOnd2R7El3Xzjacy8/ePLNPPf8T82ooBwgCIrkwtOEmQJN/lIIZ0pPfjpRGFHoK+I3+Lje0E8yTuzt5NDOUyN6sPM9BfK5YsVf7+rNS/H8oT+TfG8xnr9SpXyuWHF/PQLyVRsXc+PbL6NlUeOE65ovxvqp31L2+C/reM5PMxiQP4spDMiNMauAdcmXd41y2C+T7dONMRlr7RgrewCDQ3COWWsfH6POZxNnoakUkI85BEjmp6FDW7rJeE1kvVZ8txkHV0NaROahKAr5+raXJ8H4xG8AHf17+NmBd3HLeR+fURM+oZS3/CxBlKfZX45Ldkbd8/q7C5w+0DV0WEiuLJguD66TwPo5/3sL7cOSApw50sNjv6gtl0S+t0DTgqGZm6oJpF0vHk6XbfHJNvmEQTTiDcKFzzyXdVtWxMc1+2SbfRzP4Tt/8SuCwvgf1/oNHs9/91W4/ux+EzXVxvrtlQLNE9baX9TrhNbau4wxR4CVDI6fniobkm1EPPGykn3JtgFYC+ytss6xjivVeeGw/aWA3BpjXgM8DzgH6AB+DnzGWts1zvllHgjDIv3hYH5zz83iuY34ThbPaUqGtcygVyoRmRT37/9EMkylfo723Mue0/+BWfJbda23HqIoolDI0R0epjGziKzbHr+CT/B2F4XR0AC6PHjuLZDvKR9zXWTzC85jxYVDJ8J2HOzirk/V9gF3vndkr3Sa+Sb5nuKIgHzp+e1ceOO5ZJt9GpozZJp9Gpr9ssA6g5d1x33jVWni5bHHO6oKxgGK/QHHHutg1cYl1X9DMmZAvoL4kn9gEs67G1gFjJ1Bvv5KA5nOWmv7RzmmPKPJUsYPyEt1jrVEVanOpcP2lwLy/wcY/nnhbcC7jTEvs9bePU4bZJ4oz28OPTiOi+u68Xhzr5WM2wKRO6N6kUSkPnr7T/LDXe9iYLZcHW07+kHWtd9Coz9eErXpEQQFesOT5L2zNPgLyThtEEEYRBQqBtVF+nsLLF/fzvKnDQ2ku0/m+P777qvp/LnOkSFDmqEd+d6RH7o3tWdpX9VCpsmnocUn2zTYM51tyZBtSrZJUN3Q4uNlRk6QXL5hIcs3TM7v79COGpK9OfGKwwrIazPW1VQKlqudbHic8YPXkoPJNvVvq8r83eWuAJqTx2NNHy4fgNU86lEjj6mmzkZjjGOtjYwxKxkM5k8Cv0OcdSZPvPjS+4Crge8bY7YOmwwqApQH6N3ki724rk/WbyPrtuE5GU0GFZlDHjzw2SSbSv0FUR97O77DJctun5T6xxMGEcVcSCEXUegN8RsdWlcM7TkOw4B7P3uYQu9BCrmIYm9EoS8Yu+Jo7YiAPE22rErjrct7tr2MOxAwD2yTYSHl+xavHTlWf9n6hTznXVtqbtNUicKIgw+N1ec4vEC8aud1r9uoVTlrMNZVWXr7XdVnKdbavyLONlKL0XqpJ0vpL7faroVqwplq6hy4Iq21peNc4lSJq4F3WmuPlx3/E2PMjcCvgUuJJ5m+oso2yzwVB+d5csFp8t6ZpNe8Bd9pwXV8IFKALjJLRVHEffs+wmT0jpc8evqrXLz0dRMaSx6FUcUg7NC2XnKni3EgnQsp9IYUygLwoH/o97Ti0kY2v2JoIO04DmcO5Cn2Vf/9V+qRzjb5o/4Yvaw7ske62WfBypH9c82LGnnRX14TDwXJzN3x0qf2n6W/e4zpdBV+lrnOfk7s7RzxZkhGN1ZA3kk8bGUyhpWsTbYnJ1DHW4E/qOH43rLzjjXtt6nscTXTlburqLP03EB91trDwJ+OVsBamzPG/CPwJeBFVU4wlRRm2+p244sIgmJZr/kpHMfDczJkvBYybgsO3uQH55P9Iyu9ANSW8U1kVjqbO5As+jN5egqH6S0eoyWzcmBfrqNI35k4gI57sJNgujeikAvLgus4sG5Z5nP124aPzoSD9/TSdbj6l7BCb+UbVKbZpTherzhJYN2cwW8YObTDcR2ufpXBb/AGxloPjLGuYSKi6zk0tTeMf+Asd2jnyOEqA2tlAJ7vsvHZa3n4+/uGBOdP3ntMAXkNxgrIHyOeeHl5PU+YLIZzJfGvbHfaepIx4DX1sBtjSm8AFowR4JbfSY5XeH64Up1jDb8p1VlNfeW2J9tm4uEttU3DljHN9tXtqlEa0gJFivQPBOgZr4Ws14rnNI+cIJUEuPF7EGdgn+PEPVQk+51kH8k+Z2A7cAgODriM6DEbMgG1/M4+nrLX6KhUJjlPFEWEEQT5IFn2OSr9lxSg7PjydpO8OYmGNkMBvswgR87cX8PRQy9kt3cxbr5t8F9/G06ydfOtuPk2CH06nvl3nOrdTUv7YED++A+6OLaz+kViCrnRAuna3qEXc5X/AFdsaqTQF5Fpcsg0u2SaXDLNHg2tGVpa22htW0K2MTNuho91W1bU1J75KooiDjw0GLpkmn2ueZXh7s/vIioO/o6ufd1GVm9awp0f3UF/byEetvLrI1z9ajPLOrSmz1gB+QPAM4ClxphrrbW/rtM5nwMsIL5jTPVkxdIbAJfRM6icl2z7gJHdpqPXOTK7/sg69wx/whjTaK0d7W5XfkdR73idzK3V7RKlIHPY9xI300kC59KBEUWnmyDK4bkZsl4TGb+FjNeM4zoD/1zXwfFc3Fk4BjAMI6IgJIrix4QRURgRAa7r4Ppu/C/53sIwIiyGA0F+FEaExThvcBRGSjEp0+5UTw3TiNzikMdtO19H876bccLRR6BGhBC6nO0f2gufaartXjdaQN7Y7tG4yEsCaCfZugNbv6l8n0OmpfKqjhueu2DUcztOjqJ/goy/DEerfNZF58Fucp3xouXLNyzk6lebUT8VWHvFcl72/hv46Uce4siu03Sf6uPUvrMsPb99Kps8a40VkP838H8lj98NvKRO53xX2ePv1KnOqlhrO4wxjwFPI07rWCkgvz7Z3mOtHf9zMbiX+KX6XGPMudbagxWOKdU58AbEGPNe4J2AJR4nXsmVyfYEY2dxkSrN+tXtygLvgcA54+B5g8FzqTe6ul6JiIheCvRRdDrJeE1kvGZ8rxnXnb3LHLuuAzW033Ud3ArLOje0ZgiLIUEQERVDwiAiKMTbUXvgRSZBEKaccuXAmWv+la7Nd9C6+2U0730ebjByhKWDi1NoJiA/ZL/fPDQg9xudoUF0KaguBdMtle87F982+dlbylf5zPrtNHqLq5sJJqPqOpEDBza/4HzMjeeOO0mzeVEjL/izq9nx3SfY9rXHOHOkRwF5lcYKyH8C7CdeSOfFxpjbypeFT8MY83rixXEi4qXrp2NBnK8Bfw78LnBH+RPGmCzwpuTLz1VTmbX2kDHmbuDpxOPa/2JYnQa4iXjyZ/n5HgSywGZjzBZr7f3DymWAPyq1uWwyqKQ0a1a3G9bb7fourufg+sRBdynwruPHgBHxKqH9xQL5Yjc4Tpzr3MmA4+I5Pp6bxXcbcd06LKs8SziOg5fx8IZ1LEZRRBREcU988jgIIsJCmOTqVa+61Jfn1jBWOfTAG9qfFDaf4uyWf6P7kq/QvOdWmvfdBE5E2NBFmOkibOjCiVw8skPKrbmmmVWXN5FpdvAb3RGLyMxEQVCkL+wg9Pto8pfjRPPnnlVva65YxsqLFtWUK91xHS67dT0XPWttXVb9nC9G/UlZa0NjzPuB0rTuO4wxv22t/W6aExljXgR8omzX36appw4+BLwNeIYx5kPAu6y1eWNMG/AZ4ALgCeLJlAOMMc0MTgp9ylpbnnvqb4D/Ic4bvsda+8WkzHrgm4AH3DFsJc9vA48CFwFfNca8ohSUG2OWA58kTtV4kqGre0oKM3V1u9I4bccFJwm8PdeJH7sOrjf1Q2MiQoigGOQoDsxDduLx4I6TZG9pJuM147nZeTk+0HEcHN+h0m8niuLhL0ExJCzGPeqlIF0krSUtT6vhaJeBBGARQ0ayhY1n6b70DrovvaNSQRY0rBvydcMCj9k4bTFe5bOHIDpMc2YFHg36E0zBcZxUCxcBNLSkKzdfjfdq/3HgV8njRuA/jTEfN8acU+0JjDELjTH/DHyLuEc4Ar5qrf1BmgZPVJJe8HbifN9/CBwxxtxHPGHy5cTZZW6tMOHzauLx4ruTx+V1/pA4b7gPfMEYs88Ys514OMrFxOPxf39YmTzxMKCDwHrgPmPMXmPMA8m+W4mD8edZa6vNBS+jGFzdrn535NLqdtUqTYr0st7AAhCN7Q00L26kZXETzQsaaGzJkmnK4Ge8aQnGRxclvegBhaCH3vxJzvYdpLN3H2d6n+Js7hC5/GmKQT/RPM+tWOpVzzZlaGzL0rK4kbblTbQsbqR91eCS2ZVWwxMZzar2lHmqw9p6KJc0b0x3nhmqWOynJ3+EfNgZRzzzr/9AZokx/1KTBWxuIx77fD7xpfwW4A3GmF8A3wd+CRwlXkCoALQSD3O5HLgFeClxKsHSn8F24M11/05qYK39rjFmK/HQlRuJ23qCuDf7b621T6So88+MMfcA7wC2EOcXfwL4OvA+a213hTLWGHMp8L+If04biDPbPAb8F/ABa20Ny2NJJdOyul35WG/PwW9w46EP/vjLFs8OEVEUEBEQRvF710LQi0MHOOA6Hq7j47pZfKcB32vEdTwcx5sj339tSkH6Db+ziV9+5hEArn/DxdPcKplNFjStob1pHWdyT1Hbfaz6vzffaYonus+xjs14lc9T5P1uGrwFZNw2COfffUhmNieqYhpysqrkN4gnQpY+AKv2jlB+1f8EeLm1trPGdkoKxpjOtra29m3btk13U6bV3Y9/gB/t/pPxDwwy4BVGPh7HlhV/xKblr8f1k+wdbjKh0nPwkjHf85uDgzuQntBNxqPH/waDdREZ22Tfy2IOaxfczOZlb2JJ09x70+g4Lr7fQJO/BN9p0mJpKX3jT3+RpJeNVyl94+efO80tmh22bt1KV1fXGWvtiFnOVUUK1tqjwDOJs66Uemydsm2lf+XHdBL3Aj9HwbhMpaGr200O2/E1mhY10LywkcbWLNnmeNhJJusrGAfi4S4BURQQRkWKYR/9xbP05k/R3XdkYNhLV98RevOn6C90UQymehFfkZnv8jVvJOM1M7njLiKeOvtj/nvva/jRvrdzrOd+qum4my1KmVi6+4+SC06DO3e+N5ndqh5clqQA/LAx5hPAbwO/RZw9ZLSBkEXi4SxfB75gre2ZYFtFajYVq9t15w/RWzhGm7dqUs8z90RESd7AYhRA2Ef55FHX8fDcBlw3g0cGz83iusmwF+bK0B+R6jU3LOWWi/+J7+18W93rXtJ4Caf7HiViMDvL4e67Odx9N8uaL2fzsjdxTusNc+bvLgyL9OU7CPwcjf5SfOUtl2lWcz6aZDLiHcRZV1ziCYnrgXbibCJngaeAR5NjRabNRFa3q8WJrodpa1RAPnGDQXoQBQRh6RYyGKiXvnIdH9fxcVwfz/FxnQyO4+G5yf6ZtniTSB1sWfdWdh/5Bk+e/An1mhOzsuUabjnvY3QXDvHIic/xeOd3BuaGAJzofZCf7H8HixovZNOyN7FuwbPnxDCzKArJF3oJwsM0+O00eIs0tlymzYQSRFprQ+IJiDUsISYydWpb3a4sb69XHP24Cjp799V0vNRqMFCPv4IwSn5HAZRNoQUnDt4dx8NzMjhuvC0F7HHPe0YBu8xKjuPyW1v/o2xNhYkF5YsaLuTGNR/AcRzasudy7Tnv4dLlv8uuk3ewp+M/KIa5gWM7+vbwiwPv5sHsWjYtfQMXLHwRnjv7Z4AGQZFc2EFRveUyjfSKJHNabavbpb8DB5E+DJpe8So8pdSMYVQkCPvJB930F87Qmz9FT/8xuvsOD6RrPJs7SHf/cXL5DvoLZ8kXuskXeykG/YRRNYv01u7A6bv5xJ2X8Yk7L+PA6bvHLyBSQWNmIa+//mec0/LMeEdUY69ucqtbmtlScYGz5sxytq76Y2678HtcuuytZL2hy9V35Z/iV4f/lm/teTG7T/47hbKgfbYq9Zb35A+TC0+Dq9meMrW0hJLMaTWtbjcBDz71WY6f3cnS1o0sbdvI0taNLGg8d86Mt5z9kh72+GHcwx4UIehlSO968ij+z8VzMwPDYlySHnfHSz2W/fs73z6wUuz3d/4Bv/sbD9TvW5R5pTGzkN9ouIPv3fmPdG39NAE5qk2A5pClZcdvcfmlbxxzteFGfyGXr/g9Lll6O491fINHTn6BXPHkwPO9xWPcd/QD7DjxSTYueQ0XLXkFWW8SBDAshwAAIABJREFUVi+eQvEqn6cp+r00+YvxnZZ4Uqt6zGWSKSCXOa2m1e0mEDvngy72nfop+079dGBf1mtlSetFSZB+EctaN7K45Wl4bnaMmmTqRcn/oyG7IgLCoDxdnDMYtDvlQbwzkGO9tPWcTJyD3c3iuoO32RPdu8se75qsb0jmifXXn8NbL/8gQeavefDAZ9n25EfozO0b9fiWzGouWvwK1i+6FW9DK35jdePAM14zFy99HWbxb7O387s8fOJzdBcODjzfH3Ty4PGP8MjJz2MW/xYbl76GJn/JRL+9aRNFEYVCjiA4iudmaPDbybrtRKGicpk8CshlTku9ul0d5INujpzZxpEzg3ngXcdnUfMFcZA+0Jt+EY2ZESlJZcYZ2stethkyAS7mDBvPXloiUC/oUj+O4yTLky/h+vXv4roL3snZvoP86w/WDznuxjUfZEnzRpr9FYOf6KR49ffcBi5c/DI2LPpN9p35Hx4+8Rk6+/cOPF8Iu3n45GfZferf2bDoJVyy9PW0ZmfvZPcwDAjDgCAsEPj9NPpLIHL1ZyyTQgG5zGnpV7erXqO/CLPyVk52P8rJ7kfpL54Z9dgwKnKqZw+nevZgj/3nwP7WhtUsbYt705e1xkF6m4a8zGKDk1Cj+EuRSec4Du1Na0bsX9t+U13P4zo+Fyx8Aee3P48DXXfy8InPcDL38MDzQdSPPf1V9pz+BhcsfAGblr2R9obz6tqGqRSGAX2FMxTCHE2ZJWTcFi0oJHWngFzmNMdxuOq8t1e3ul1KV6x7C1eu/R0g/qizu/8IJ7t3xwF6125Odu/mbN/BMevo7j9Md/9h9p38ycC+rN/G0paLBgL1pa0bWdyyQUNeRGRGcByXtQtuYk3bjRztuZedJz7D0Z57B56PKLK38zvs7fwv1i14NpuWvYklTRdNY4vTi6KIYrGfnvAYDZmFNHoLIVReDKkfBeQy512+5o3cueevKQQ56t1V6buNbFx128DXjuPQ1riatsbVnL/0WQP7+4tdnOp+lBPdu5Mg/VFO9zxWYajDoHyxi8Nn7uPwmfsG9rlOhkUt61laGpveepGGvIjItHIch1Wt17Cq9RpO9O5k54lPc7DrzrIjIvaf/SH7z/6Q1a3Xs3nZ77Ci5cppa+9EhGFAX76DotdDo7+IjNs2tWPLq/nQVJ/IzUoKyGXOm8zV7a7f8G6aMovGPa7Bb2P1wqtYvfCqgX1BmKej94mBAP1k9y5OdttxhrwUONX9KKe6H8Xy7YH9Q4e8XMzSVqMhLyIy5ZY1b+bmdf9CR99j7DzxGfb//+3deZwcdZ3/8VdVnzOZmUzuOyEB/ObkSgSCyA2CeICAoghyBwRRl111V3d/qOuxuq6rggoIAoIolxciCAiyyJmEIyHJlyPkJJA7mUnm6Ov3R1XP9AxzVnfPTHe/n49HUz1dx/c7oabqU9/+fL/fXX8lQ3t+R3b2z7HVBzNvzIVMrHlfyV2nMpk0iWQzqfRmIqFG4uERhJxY4dJYnPYeJw6A4xCKuISiLq7jdOyOkv2ny3iJcg5OW7pcOoP3sOBvm05lSKfSOQF7x5Gn3v2Ldl/FurHV7HzLm4C9flJ3E7ZLfyggl4pQjNntJo9YyNyJZwfeP+RG21q4s7IpL1saVrS3qDeupKF5Y4/H6jblpa0VPZvysq9SXkSk6EbE9+eoKd+hYexnWb71Vt7oNPvn5r0v8OjazzEibpg35iKm1h1XcrN/ptMpWtINJFJNRMPDvJFlMqGOt5hunjWcnP84roMbdnBDLm4I7+eQ6w23CIQjIRy3cA8tmUymLVBPpzPez6lMx/qmve1SqQzpRJp0ypvrIeuQM/dnyT2v4boOR5w/u2B1q2QKyKUiFHp2u1HDZnLy3B8XvGUnN+VlxpgT2j5vSezu0Iq+tXEl2/e83nvKy87neGtne05nNuVlTE6gPqpmJvHI8IL+HiIiALWxKSyc9DUOHHspK7b+ile330My09y2fkez5Yn1X6IuOo25Yy5g+vAPltzsn+lMkpbEblKZVuKR4UQjw3BDEVzXD7Cz9wkHb+Qlx/vMC7ydAf+GwHEcnJBXZl+z4DNpr3U9k/FGfa0ZVcX0Q8cX9EGh0ikgl4qRnd3u7sVn8ubWRwk6DN3kEQs5ee6PiYXret+4QGKROiaNOJRJIw5t+yyb8rKlYQVbG1eyrW2Ul93dHic35SVXbXySH6DPbmu1r41PKrmvkkVkaPJm/7yauWMuYtW2O1m17U5a0w1t63e3ruWpjdfw4uafM2f0eew/4jTCbtUg1rhnjgNOyCUUdglFHJyQi+tmyLi7Sbh7iISqiYRqiYSHlcV11HEdQm5pfYNRahSQS0WJR+r59OF/ZcnaG3h4xdUk2mZq7D0wD7txjtjvK8ydePaQuMB2l/LS0LzRb01f2TbaS28pLw3NG2lo3ug/qHhi4boO6S6ja2cxonqGUl5EJDBv9s/LmTP6POz2e1i57faOs38m3ub5Td9j2eYbmTX6HMzIjw/+7J9tDdx+aknEJRwNEY50HaBmMilakw0kknsIJaLEI/VEw7VD4r4hQ1e3Abkx5j8GogLW2m8MRDkiWY7jsmCfy5g98aw+zW5XG5vE3MnnMGvCx/rUgXMwOY5DXdVk6qomd0h5aU7samtB39q4ki2NK9mx540eU15akrvZuPM5NnZKeRk5bL9OuekziUUG7tsCESl9kdAw5o75DLNGnc3rO/7AK1tvpTHxVtv65tQOXnjnWpZvuYWZoz7BzFGfoio8ckDq1tb6HXVx3faUEzcSIhTq+1CHGdIk083sadlMc2KnAnPpUU8t5NcwMIPnKCCXQVEd7Ti73U8e3bctQHWcECfP+RFjaudSExtf8hfQeGQ4k0YcxqQRh7V9lkq3sn3PG+0t6Q0r2bpnFa3Jhm6Pk84k2rbP5aW8eJMajaqZyejaWdTGJpb8v5uIFFfIjWFGfZz9R36MNbseYtmWm9nVsrptfSLdyLItN7Fi6x3sP/J05ow6j2HR8YWthNM+mkk4FvJe3bR+B9EhME/uIh6uJxqu0fVROugtZaU/Z0vbCD393EdkUGVnt3Oc9imRXSfEjDEnDm7FiizkRhlTO4sxtbPaPmtPeVmZk/bSn5SXR9o+6zrlZd+S67AlIsXnzf55KtOHn8L6hsdZtuUmtjWtaFufyjSzatud2G13M6P+VOaOOb/72T9zUky6XJ1t9fY7VYZCDk7YywcvZpCcIU0y1cSeVAvNyZ3EQrVEwtVKAxSg54D8633Y/1xgOt7pvxf4I/A8sAZoAGLAWOAQ4ExgPF7I8yTwfRSQiwwpHVNe2h9ImhO72jqOZic32rH3DdKZZLfH6jXlpba9RT0WHuQcUREZErzZP49jSu2xbNrzLMu33Mzbe9onR/Nm//wDb+z8Y/vsn9Uz/fxu1x8+0E85Cblto4AMpdbobGCeTDXjJFzCboxIaBjRcI0aLCpYtwG5tbbHgNwY8zVgBl5QfRNwtbW2u+EdbjHG/BPw7/7rSGC5tfaKQLUWkQEVjwxn8ojDmTzi8LbPvJSX19tb0/ub8vJ2++d18cnteem1Xot6TWzCkLqJ5iM7vnwmZ+aQTCbFqk2/Y8Lw+dRVTSmb31WkEBzHYWLN4UysOZwte19i2Zab2dDwRM4W7bN/Thl+JPP3uYxJOROvlYYMmUyKRGoviVQTzYmdVEdHqU9OhXKyA8/3hzFmAfAMXsv4T621n+vHvv+O1/qeAU611j7Y7wpInxhjdtbW1g5fvHjxYFelJHzrz3FS6RbAS+e47Ohlg1yj0uOlvGzwJzRa1Zab3tiyqd/HioXr20aR8YL0mSWX8tLUuoOVm+5l2cY7aGx5q9vthldN4737XMFBUy6gOjZ6AGso5egbv49CyO+wnYpw3oHP9bxDidjR/Ko/++fDHWb/zJowfAELpl3GlJFHluwDroNLKBQjEqomFq4rqeud9G7BggU0NDTsstbWd14XdNjDq/DGk98B/Es/9/02cBle+srlgAJykTLhpbxMoa5qCvuOOant8+bETj84X8XWPavY2rCCHXtX95LyspONO59h485n2j7zUl72Z4zfip5tVY+Gh9bUzZlMmuVv/YanXv8vkunmXrff1bSOR1Z+ib+/eg0nzv5v5k9b5PVpEKlwjuPPXBkJMa56NhNG/4DdifW8/NYvWfX27zqMFLVp12L+9PLFjKmZw/xpi5gx5sSS+zvKTWdpSewmGq4hFq4jHIoNdtWkyIIG5EfhtXA/Zq3t/W6Tw1qbMsY8AXwCWBCwfBEpIfFIPZNHLGTyiIVtn2VTXrY0rmBrwyp/WMaVtKYauz2Ol/Kygq2NKzp8Xhef0taKng3UB2t0nJbkbh5cfhUbdjzdj728byoTqSYeWPZZVm66l7MW3EM88q5GFJGy5wXhLuGYS6iL8b5HVc3g2Lpv8t7pV/Liupt55a3fkkw3ta3f0vgKD75yFSOqZ3DI1EvZf9yHSrClOUM6k6A5sZOW5G7CbpxoqIZwKK7gvEwFDcizYw51PyVgz1r95aiA+4tIifNGeZnNmNrZMMH7rEPKS0P7xEa9pbzsbl7P7ub1rN7y17bP2lJeamcxxg/U66tnFPXG3JLcze+Wnsu2Pat637hLXmD+5ta/cetTx/CZIx5XUC6VwfFGRQnHQoRiLpFo7+FJTWwcR+7/r8yftoiXN/yKZRtv7zBT8Y69q3l01Vd4bs1POHjKRcyacAbhULyYv0URZPPM95BI7cVxXEJOhEi4hohbRTgUL9n0HOkoaEDeAIwE5gbcPzv/97aA+4tIGeo+5WUHW/xW9C2NK9jWuCpwysuoYe9hdO3Mgqe8ZDJpHlx+VR7BeIej8c7ul7l78Zl8+vCHdcOV8uQH4W7UJRJ1CUfDbaOi9EdVdCSHzfg8B0+9iOUb7+TFDbfQ1No++2dD80aeeO0bPL/mOg6ccj7zJn1qyKW59Y0XnCczKZKtLTTj4LoRIuFhRNw44VAVrqPp7UtV0ID8BeAEYL4x5n3W2n/0dUdjzNmAwWsKeipg+SJSQeKREUwZuZApI9tTXpKpFrbvfa19hBe/NT2R2tPtcdKZBFsaX2FL4ysdPq+rmtrWgXRMzWxG18xiWGxcvwLh5W/9pp9pKr3J8ObWR1my9noW7HNZAY8rMohygvBwxCEcDeP2Y/bLnkTDNRwy7RIOmHwuKzfdywvrb+owh0JTYhvPrP4BS9fdwLxJ53Dg5M9QFR2Y2T8LL0OGDKl0C6nWVlpwcByXsBsnEqomGq7BdYOGeDIYgv7f+g1eQO4AdxljTrLWvtLLPhhjTgJ+kfPRTQHLF5EKFw7FGFs7l7G1c3NSXtLsbt7gB+kr2kZ6aWx5u8dj7W5ax+6mdR1SXuKR+g6t6KNrZjGiekaXN7mm1h089fp/FfT38zg8vOJqZk88i+qoMvykdDlOe0t4KBrGDdAS3lfhUJx5k89h9sSP89rmP7N07fXs2Ns++2drsoEla3/OS+tvYfbEj3PwlIuoiRd49s8B5QXnmUya1lQjrak9NCV2EIsMJx6uU2BeIoL+X7oNuBqYiXcrXGyM+QVwN7DUWtvWK8sYUw8cDnwGOAtvdJYM8AcNeSgiheQ4LsOrpjK8amqXKS9eK/oKtjZadux9g0wm1e2xmhM72bDj6Q6t3iE3yshh+3cK1GeyctO9fRpNpf8yJFJ7eXH9Lzli338uwvFFiiibFx4PEakKEypQS3hfhdwIM8efhhn3EVZvfYQla3/Olob2tsNkupmXN9zG8o13YsZ/lEOmXkJ99T4DWsfi8DqENrVuoyWxi2iklqpwvQLzIS7Q/x1rbdIYcybwODAab0bOz/ovjDF7gCag2n9lZR+Jnwc+FazKIiL9023Ky55X/Vb0VW2Bek8pL6l0K1saXulwUwdwipq36bD4zetYOONq5ZJLSXAcb9bMSLz4reF9q4/LvmNOYsboE1m/4x8sWXs9b+XMIJzOJFi56R5WbbqPfceezPxpixhdM3MQa1wo/kgtrTtoTTRQFRlJPDp8sCsl3Qj8uGStXWmMeR9wK7CQ9mAboMZ/dZYBfgZ8pb/DJYqIFFI4FGNs3TzG1s1r+yyTSbOraT1bG1f6HUi93PQ9Le/0eKyeWtrzl2Fn0xp2N29geNWUIpYjEpzjeNPVR2IuodjAt4b3heM4TB15JFNHHsmmXUtZuvYG1mx7rG19hjSvb36A1zc/wLRRxzB/6qVMqJ8/iDUuFC8w39u6hdZUI9HQMKKRWnUAHWLy+v7CWvs68D5jzAeAM4FTgIldbLoeuA+4zVr7Qj5liogUi+O41FdPo756GvuNPbnt86bW7e0zj/rLHXtXFzkQ72jTziUKyGVIcRzvP+FYyHtFSifAmzD8EE494OdsbVzFkrXX88bmBzvM/rl22+Os3fY4E+sPZf60RUwZ8b6S/4YqQ7pt+MTm5E6i4Tq/E2hVv3+39duf4oFllwPwwXk/Y8rII4pR5YpSkIQia+1DwEMAxpiRwDigHtgOvG2t3VWIckREBkNVdCRTRh7R4aaTTXlZsvYGVm/9aw97F8a2Pa8WvQyR3jgOuGGXcNTFCbuEI6GSDlRH18zkA3N+yM7pn2fpuhuxb/+hw+yfb+18jrd2PseY2jnMn3YZM0afUHKzf75bhlS6labWbd6IN26EaLiWsBsj7Mb6lGv+l2VX8M7ul/33V3Lp0UuLXemyV/AMf2vtdrxAXESkbGVTXkbXzhyQgDyVbil6GSJdcrx0j3A8RLiLmTPLQX31Phw381scus/neHF9dvbP9szaLQ2v8ODyz5X47J+dtQ+d2NTaiuP9j/YnHhpGLFxLyI12ueeWxpU571d0uY30T1Ee84wxrjGmthjHFhEZSkJO1zesgpfjarpsGUDZIDwWIl4TYdjIOPFh0bIMxnPVxMdz5P7/xnkLH2PBtMuJhjuGMtnZP29/5iSWbbiDZKpcusNlyJD2Jh5KN9PUup1dTevZ07KFZEqNAQOhIC3kxpgpwMXAMcA8YDheB86wv34i8Hu8ccdvttYmuj6SiEhpGahh0kYNe8+AlCOVrS0lJeYWdNKeUuPN/vkFDp56Mcs3/poX199CU6J9cvHGlrfaZv88aMr5zC3Z2T+7480K2pzYSUtyNyEnguO4uE6kDL4ZGJryCsiNMSHge8CVOcfqKplsOrAAmA98wRhzlrV2eT5li4gMBWNq5wxIOeUx2oMMOdmZM8MOoYhLqExTUoLyZv+8lAMmn9ft7J9Pr/4BS9fdyLxJ53DA5PNKePbPrniBebJDB3YHr81VCinwo68xJgr8FfgCEMH7P9Rdz47pubsCTxhjBuYuJtJHY2pmtb0fUb0f/m0KxwnhOmFCbhTXieA6YVwnjOOEOr4Iedt38Wr/8+jpz0RKUU1sAjWxrgaXKhSH+qp9qItPLmIZUk5yO1k6Dn4nxJzrTqd0lOoRMarr48QqICUlqOzsn+cc9hDHz/wuI6pndFjfktzN4rU/47anj+PJ175DYy9DpZY2BePFkE8L+bXAsf77ZrzZOx8APo03BGKuJ4AbgAuBEN4ILHcaYw6x1ibzqINIwZwy7zoeWHY56UyaE2d9n2HRsbhu2A/GIx161mcyXr4dmfYpi8HLwiPjX6z8m2Imk/JfaS9HD3L2TZPJpEmnE6QzKbIXuvYbaOcLn9Nej0ymwz4dys7+3C1dUAvFcRzmTTqHp1d/v0glZFgw/YqSHslCBpYbckhlL0Ouw7DYWNIkyJDBCaVwQmmcSBrXdfzrhK4HfRVyI8yccDpm/EdZveVhlqy7vtPsn028tOEWlm28g5njT+PgqZdQXz1tEGsspSJQQG6MOQi4CO+veBtwvLV2mb/ulM7bW2vXAZcZY24E7scbFnEOXuD+m2BVFymsKSOPYNHRL/VpW8dxcAgVvLE7k8kECrwymTTpTJJMW5DuBfq5DwHQHuJ3eEDIpMF/qMjenNve+w8cumH3bNaEM3h+zU86jMpQGA6RUBUHTbmgwMeVspbzLO84DvHocCKxEOF4mFDYe6BPpROk0i0k0y2kUt6y7Vqgv/leOY7LvmM/wIwxJ7F++5Pe7J+7nm9bn84kWLHpblZuupf9xn6QQ6ZdUiazf0qxBG0hv4D2P/kLs8F4b6y1S4wxFwN/8j/6OArIRdoEbQV1HLego314gX2SVLqVdDpBiqTXip9O5ATxHVvlK/kmXhUdwRH7fZknXv16gY+c4cTZP6A6OqrAx5VyNqZmFm/vfhGA0TWzqRlV9a5tQq7XOS/qT6qdyWTa/t6TmVZSqWaS6ea2B3fpmuM4TB31fqaOej9v7VzM0rU3sHb739vWZ0jz2ub7eW3z/ewz6ljmT1vE+OEHD2KNZagKGpAf5y/fsNbe358drbV/NsasAGbjdfIUkSHG8cei7ak3vdcqn2pLuUllWkmlW0mmm71W+gxUUmvb3Ilns3rLX9mw4+kCHdFh+ujjmT9tUYGOJ5Uim34H8MF51/ZpH8dxCIdiEIqRfbRPZ1Ikk020phpJpPZ2+BZN3m1i/QIm1i9gS8NKlq67ntc3P0juv9WabY+xZttjTKo/lPnTLmPyiCOUiiZtggbkk/HOsud727Aby/AC8jEB9xeRQea1yvv57KGOY2Sn00nSmVR7oJ5JkEp7AXv2a/Fy4zguJ8/9Mb9bei7b9qzK92iMqzuAsxbcrRu29Ft/0u964johopEaopGatuA8mWnJ+VtOKbWtC2NqZ/GBOf/LYdPfZOm6X2Df/j3pTHt3uY07n2PjzucYWzuX+dMuY/ro48tg9k/JV9CAPHv3DZowmR0/R9+DiZQh1w3jEn5XoJ5KJ0gk99CaaiSZbumiE2pp39Bj4TpOP+RXPLj8qoAt5V4m4PTRx3HWgnuIR+oLXUWRQNqCc9rH2s5k0qTSCdI5D9zt35ApSK+vns5xM7/Fe/e5khfX38yKt+7q0M9kc8Ny/rL8SkZU78v8aZey39hTNcZ3BQsakG8GpgD7Bdw/m0C1OeD+IlKCQm6EULSeOPWk00mS6VYcx/Vv7M0kUk2k/M5l7Tfz0hrzNhau4yMH3szyt37LU69/t48dPb3fMRKq4sTZP2D+tEVqGZchz3FcL82Fd39Dlsz2P/FT2bLfjnn56KXz91wItfEJvH//r7Jg2uW8tOFWlm24ndZUY9v6HXvf4JGVX+bZN3/MIVMvZub4M/x/V6kkQQPyJcBU4HBjzBRr7fq+7miMOQGYhfcXuSRg+SJS4lw3TNTNvQRVU4Wft5pq8jqYZVI4TohMJkUq3ZJzUx/aLW+O4zJv0ifZb+zJrNx0H8s33EFDy8Zut6+vmsaC6Vdw0JQL1IFTSt67/7bbO40mU00k0y0k002k06mKCtCroiM5fMYX22b/fGn9LTQltretb2jeyN9f/TrPrbmOgyafz9xJnyyz2T+lJ0ED8t8Bp/v7X2+M+ZC1ttf0E2PMDODWnI/+1N22IlKZXCfU7U3IC9a90R+SqWa/NT0zZG/qVZERHDL1Ig6eciGNLW9z+zMntOWSuk6YM+ffzYT6+dTFJ6tFXMpattNotuW3Y4Du/U1XSoAeC9cyf9oif/bPe3hh3U00tmxqW9/UupWnV/83S9fdwLzJ53Lg5HOJR0YMYo1lIAQNyH8N/BverJsfAB40xnzRWvtKVxsbY6rxJgX6BjAc769tjX8cEZE+8YL1YUQZBrTnsKbSLSTSzSRTe0mnk0OuBd1xHGrjE7yOW23jQ4eYOeG0wa2YyCDpPkBvJplpJpVqIZVJlHUueiRUxQGTz2XOxE/w6jt/YunaG9jZtKZtfUtyN4vXXMeL63/JnAkf56CpF1ITGzd4FZaiChSQW2vTxphzgMeBGuB44GVjzNvkJJMZY24B9gUWAFHap1FpBc7XLJ0iko9sDms4FCNGHZlMxvs6PLXXXza3jwRRhjd0kXLRMUAfDmRz0ZtJplu9SYxSzR0mMysXITfKrAlnYMaf5s3+ufZ6tjauaFufTO3Nmf3zdA6eerFm/yxDQVvIsda+YIw5FfgtMMH/eAJ0uPOd6y9ze2XtBj5jrf2/oGWLiHTFcRwioTiRUBzwWt2yKS6pdAuJVFPFdiwTKTVeLnoNuVOeJVMtfit6S1u/EtrS1kqb64TYb+zJ7DvmA6zb/n8sWXs9m3Ytblvvzf55Fys33cN+Yz/I/GmXMqrGDGKNpZACB+QA1tonjTEHAl/Fm72zju4nE0/iBe/XWGtX51OuiEhfOI5DJFxFBG+mws5fiydTzaQzybJrcRMpV7lpLuC1oidSe2lNNpJIN5VFcO44DtNGHcW0UUfx1s7FLFl7Peu2P9G2/t2zf17G+OEHDWKNpRDyCsgBrLVbgS8aY/4VOAw4FBiL953TXmAb8CLwpLV2R77liYgE1dXX4smU19KWTLdU/PBsIqXGdcPE3DpikTpS6QTJVBOJVJM3ikvbeOilG6C3z/65giVrr+eNLQ/R9eyfhzF/2uVMHnG4OoiXqLwD8ixrbTPwd/8lIlIS2nPQPdlWdC/FZa+f5pIq6Zu6SCUIuRFCboRYpA7A/zashUR6L4nk3pLuTzKmdjYnz/0RO/auZunaG3n1nT92mv3zWTbufJaxtQcwf9oipo8+TrN/lpiCBeT9YYw5DG+EFqy1tw1GHUREupLbih6L1JHOpGhNNJLMtJBMNZFOJxSci5SAkBsl5EaJUUsmmvZbzpvbxkIvxVS1EdUzOH7Wdzh0+ud4Yd3NrNh0F6l0S9v6zQ0v85flVzBy2P4cMvVS9h/7QVx3UEI96adAj0/GmL/5r6sDlns+cAtwc8D9RUQGhOuEiEeHUxMby/CqqdTEJxALD8d1InTfZUZEhhLHcYmGh1EdHUVd1WTqq6ZRHR1N2I3jBAuFBlVtfCJHvedrnLfwMQ6ZeinRUMe5G7bveY1HVv4Ldzz7AZZvvJNkqqWbI/VPJpOhofkt/2Fi6w+DAAAgAElEQVQm+1mKVZt+x66968hkSusBZygJ+th0DN5j5dHGmPnAhX7KSn/pbiYiJcNxHG8c9PAw0ukkrck9tKYaSra1TaRSuW6YqugI4pF6Eqk9tCQbSKT2ltzfcXV0FAv3vZpDpl7Cso138NKGW2lOtHfX2928gb+/eg3Pr7mOg6ZcwJyJnwg0+2dT6w5WbrqXZRvvoLHlrQ7r0pkkdy3+GADDq6bx3n38WYdjo/P75SpMvo+FDvAJ4B/GmCkFqI+ISElw3TDx6HDqqiZTF59MVXQk0VANITeG64RxnBAOrt/6prYHkaHIe8iuoTY+geFVU6iKjvJbzUODXbV+iUXqWLDP5Zy38DGO3P+r1MTGd1i/t3ULT73xPW57+jiee/MnHYL2nmQyaZZt/DW3PX0MT6/+/ruC8c52Na3jkZVf4kePTmPxmp91aEmXnhUiscgBDgYWG2PO1PjiIlJpOg/FlslkSGcSpNMp0pkkqUyiQ56niAw9ITdKdXQkREeSSDbRktpNa7KxpFrNI6EqDpx8HnMnno19548sXXsjuzrM/rmL59dcywvrb2buxLM5aMr5DOtm9s+W5G4eXH4VG3Y83Y8aeP9OiVQTDyz7LCs33ctZC+4hHqnP47eqDPm2kP8dWOe/HwM8Yoy5PM9jioiUNMdxCLlRIuEqYpFaqqMjqY1PQC3lIqUhEq6iJjaO4VVTiEdHlFyfkZAbZfaEM/nUYQ9w0pwfMqpmZof1ydReXlx/M7c9fTyP2/9gV9P6Dutbkrv53dJz+xmM5/IC8ze3/o1bnzqG5sTOgMepHPkG5CuB9wJP+T9HgGuNMTcaYyJ5HltERERk0ITcKMOioxleNYXq6ChCbrSkOoG6Toj9x36QTyz4PacecAMThh/SYX06k+CVt37LHc+cxMMr/pltja+SyaR5cPlVbNuzqgA1yPDO7pe5e/GZ6vDZi7zPKmvtFuBYvFFTsi4EHjPGdP09iIhIBRpTMyvn/exBrImI9IfXCXQkw6umMiw2jmioBscJUSqt5o7jsM+oo/nYIXdy+sF3MHXkkR3WZ0jz6jt/4jfPf5jfPn9aHi3jXcnw5tZHWbL2+gIes/wU5DHPWpuw1l4I/DO0DdB7BF5e+XsLUYaISKk7Zd51jKs7gHF1B3DKvGsHuzoi0k+O4xKL1FJbNbGtM3fIjZVUq/nE+gV8+MCb+PiC+9h3zAfo/FCxbY8tQqkOD6+4mr2t24pw7PJQ0DPIWvs/wIeB3XgJRJOAvxtjzuu0aaKQ5YqIlIIpI49g0dEvsejol5gy8ojBro6I5CEcilEdHdU2P0GptZqPqZ3DyXN/zKcO/TMzx5+O6xRzAqEMidReXlz/yyKWUdoK/khnrX0QOBx4w/8oDvzSGPNDY0y2vL2FLldERERkoGXnJ6itmkhtfJLfCbR0ZsccMWxfjp/1Xc457CEibnURS3JY/OZ1yiXvRlG+Y7HWWuBQ4FH/Iwe4CviLMaYOBeQiIiJSZiKhOMOio6mrmkwsMtwPzEujxdxxXBLpYoZnGXY2rWF384YillG6ipb0ZK3dCXwAyE2UPAF4GlBnTxERESlLITdKTWwcdf5kQyE3ylAPzLc0vDIg5WzauWRAyik1Rf1OxVqbBq4yxizDC8zDwCxgZo87ioiIiJS4kBuhOjqSeGQ4LYldtCR3k04nyTD0ZrDcuXfNgJSzbc+rA1JOqRmQbsHW2huBE4FtlMp0VyIiIiIF4DqhDsMmxsJ1Qy6dJZVpHZhyNGtxl/IJyPt1Fllrn8DLK3+lv/uKiIiIlLrssIk18fEMr5rqTzY0NIZNDDnRgSnHjQ1IOaUmaMrKdH/Z0J+drLVrjDELgZ/kHENERESkomQnG4pHRtCabKA5sZNUunXQ0lnqq/cZkHJGDXvPgJRTagIF5NbatUELtNbuwZvJU0RERKSiOY5DLFJHNFxLS2IXzcmdg5JnPqZ2zoCUM6F+/oCUU2oG/zsSERERkQrnOA7xaL2fyjKGsBsf0FSWmtgEamITi1iCQ33VPtTFJxexjNLVbQu5Meao3J/9HPAu1+Uj97gDyRgzF/gacCxQD2wCHgC+Za3dWIDjjwdWACustUf2su2HgS8AC4AIsBq4E/iBtbY537qIiIhIaXAcl3h0OLFIHc2JnTQndpDOJAegXId5k87h6dXfL1IJGRZMvwLHUTfCrvSUsvI47SOiZDptm7suH52POyCMMe8H/oo3i+hWYBlggMuBs40xx1lrX8zj+FXAr4ERfdj2n4Hs2f8msAuYB/wncKYx5mhr7e6gdREREZHS4zgOVdERhENV7G3dQjLVTLEHqps14QyeX/MTkulCtwU6REJVHDTlggIft3z05bsQh+5HRXEK8BpQxpiRwB/wgvH/AiZYaxcAE4F78YLoe40xgbob+8f/E17Le2/bHgt8D2gFzrDWzrDWHow3TvsK4CDguiD1EBERkdIXCcWpi09qm2ComGksVdERHLHfl4tw5Awnzv4B1dFRRTh2eeipdXod3T+K9bRuqLsKL+h+xlr7leyH1toGY8yngFXADOA84Bf9ObAx5gTgJmBqH3f5f3gPJf9jrb0vpy6vG2M+hjdE5DnGmG9Ya1/rT11ERESkPDiOS3V0JFU5I7Ik0y0UIxSbO/FsVm/5Kxt2PF2gIzpMH30886ctKtDxylO3Abm1dp8g60rA+f7yps4rrLWtxpib8NJFPkk/AnJjzK/9fQD+D1iOlwLT3fb7AEf3UBdrjHkMOAE4G/hmX+siIiIi5ad9RJYa9rZuoyW5m0wmVeAyXE6e+2N+t/Rctu1Zle/RGFd3AGctuFu5472oqFFWjDETgGn+j092s9k//OX7jDGRfhz+CLyZSD8HHANs7mX7hf7yHWvt673U5Zh+1ENERETKmOO4DIuNoTY2kWioBodQQY8fC9dx+iG/YvKIhb1v3HUNAZg++jg+c8TjxCP1hatcmaqogBzYz19m8DpQdmWNv4zR99QTgGuAfa2111pr+zJ4aLYub/SwTbYuGkVfREREOoiEq6itmkhNfDzhUBWF7JoXC9fxkQNv5qj3XEPYjfdxL6/8SKiKD877GZ8+/GEF43004COcDLKx/nK3tbalm2225bwfTc8Bcxtr7S0B67Klh22ydRndz2OLiIhIhYiGhxEJVdOU2EFLYmfBhkl0HJd5kz7JfmNPZuWm+1i+4Q4aWrofGbq+ahoLpl/BQVMuUAfOfurzOOTFEnQccmPMLcBn+rHLwUC1/76n8Xyact5Xd7tV/vpTl7gxxrHWlmpHWhERESkix3Gojo4kGhpGU+s2Eqm9BZvtsyoygkOmXsTBUy6kseVtbn/mhLag33XCnDn/bibUz6cuPlm54gH1dRzyYhnoccizPR/6+nsVc97avtSl7axWMC4iIiK9CYdi1FZNpLl1F02J7X7gXJgQwnEcauMTcBy37ZCOE2LmhNMKcvxK1pdgeKg+6iwCruzH9ntpzwnvKRmqKud9U7db5a+xD3XJritmPURERKTMxKPDiYSraUpspzXZSCaTpnRHrC5/QcchH3R+Dnh3eeBdMsZs9d/WGWMi1tpEF5vl5mv3NlJKPrJ16SnJKluXYtZDREREylDIjVATG0cqMoKmxA4/MC/sMIlSGIHGIS9hK/2li9da3lWHzX38ZTOwfgDqMr2HbbJ1ebWI9RAREZEyFnKj1MTG0Rqqpal1a9EmFZLgKmrYQ2vtDiA742V3g2se4S+ftdYW8zHyOby/hsnGmMm91OWpItZDREREKkA0XE1d1WRikeE4lRUCDnmV+H/jLn95aecVxpgocKH/4y3FrIS1diPtgfa75pM1xhjgWLzOn7cXsy4iIiJSGRzHpSY2lmGxsYTcKEO3q2BlGdSA3BgzrfetCu7HwA7g/caYH/tBOMaYWuAOYAaw2n/fxhhTbYyZ6b8KNRzi1/3lV4wx5+aUtS9wHxAC7uxhJk8RERGRfotF6qiNTyIarlFr+RCQ95CDxphhwGF4nROjeEF+58ctBy+4jOKNvz3G3+d9eDNiDhhr7WZjzHnAvXjT3J9jjFkNGKAW2Al8pIsOn4cCj/nvj8UbFjLfujxsjPkO8K/AbcaYb+I9LMzD+/daClyebzkiIiIinXmdPsfT7O6gKbFDHT4HUeCA3BgTB/4bL8UjSFDtMEg9Cqy19xtjFgBfBY4BDsKbMfM+4BvW2tUDWJd/M8Y8C1wFzAcm4rXQ3w18x1rb2NP+IiIiIkE5jkNVdCQhN87e1i2k0q2ow+fAy6eF/FfAx8gv+WjQHsWstcuAs/ux/eP043e11l4DXNPHbf8A/KGvxxYREREppGi4mrA7ib2tW2lN7iEzeCFaRQqUNGSMOQo4I+ejFLAKeNZ/nwHWAs/jjWqy198u+8i1Ezif9ol6RERERGQQuW6Ymvh4auLjiYSqUYfPgRM0i/+TOe//AUy11s621i4Ensx+bq09zFprgBHA6cAGf91wYJy19u2A5YuIiIhIEUTDw6iNT6IqOgrHCQ12dSpC0ID8ff4yBZxjrd2Us+5xvEeqk7IfWGsTflrGAmCjv/7rxphJAcsXERERkSJxHIfq6EhqYhMIuTHUWl5cQQPy8XjpJ89Za9d1WrfEX44yxuyfu8JauwX4rP9jDLg4YPkiIiIiUmRtkwmF6zQ8YhEF/Zcd7i+7Gh97ec77g7pYfz9eKznAkQHLFxEREZEB4DohauLjqI6OxnUig12dshQ0IN/jL1u7WLcOyI7hPbPzSmttBngR77uPd60XERERkaEnHq2nNj4Rpa8UXtCAfJu/HNt5hbU2jTfCCsCsbvbf4i9HBixfRERERAZYODSg8zlWjKAB+Ut4j0cLjTFddb99w1+/oJv9J/pLdd0VERERkYoWNCDPTiE/GviPLta/5C/3NcYckLvCGDMSWOj/uA0RERERKRljamblvJ89iDUpH0ED8tuBXf77rxlj7jfGnJSz/oHcbY0xMwCMMWOAO4BavFFaliAiIiIiJeOUedcxru4AxtUdwCnzrh3s6pSFcJCdrLW7jDFfBa7FC6xPwUtPGe+vf8IY8wLeKCtzgFeNMVuBMZ0O9augFRcRERGRgTdl5BEsOvql3jeUPgs8oKS19qfAvwAtePnib3Ta5CLaR2Nx8TqA5nbLfchae3fQ8kVEREREykFeI7xba3+AN5LKN4AHO617ETgGWNZptwxwE/CxfMoWERERESkHgVJWcllr1wLXdLNuKXCQMeZA4D14renPWmvfybdcEREREZFykHdA3hfW2pdoH3lFRERERER8eaWsiIiIiIhIfgrWQm6MGQHU0M/5VK216wpVBxERERGRUpNXQG6MOQ24AjgcqA5wiEy+dRARERERKWWBg2FjzI/xgnHoZ6u4iIiIiIh4AgXkxpiPAld2+rgZ2A4k8q2UiIiIiEilCNpCvshfZoDFwGettUsKUyURERERkcoRNCBf4C8bgFOstdsLVB8RERERkYoSdNjDOrzW8UcUjIuIiIiIBBc0IH/bX+4uVEVERERERCpR0ID8GbyRVQ4oYF1ERERERCpO0ID8p/7yYGPM0YWqjIiIiIhIpQkUkFtrnwCuxWsl/60xZmFBayUiIiIiUiHymSXzC3gB+RXAk8aYJ4AngI14Y5L3ibX2tjzqICIiIiJS0vIJyKuAJiCN19J+lP/qjwyggFxEREREKlbQmTqjwJ+B9/sfZfylU4hKiYiIiIhUiqAt5BfhtYZn8ILwDPA6sBlIFqZqIiIiIiLlL2hAfl7O+7uAf7LWvlWA+oiIiIiIVJSgAfkMvFbxN4FPWWvThauSiIiIiEjlCDoO+TB/+X8KxkVEREREggsakG/wlzWFqoiIiIiISCUKGpD/Fa8z50JjTD5DJ4qIiIiIVLSgAflPgVZgAvDlwlVHRERERKSyBArIrbWrgH/GayX/hjHmR8aYsQWtmYiIiIhIBQg6MdAHgdXA3cBZwJXAZ40xK/FGXtlF38Yjz1hrLwpSBxERERGRchA0//t+2mfnzC5DwBz/1R8KyEVERESkYuXTIdPp42c9yfS+iYiIiIhI+QoakH+9oLUQEREREalQgQJya60CchERERGRAgjaqfOTwFTgN9batYWtkoiIiIhI5Qg6DvklwLeB1caYqwtYHxERERGRihI0IJ9NewfOhwpUFxERERGRihM0IK/Nef96ISoiIiIiIlKJggbkL+e8n1uIioiIiIiIVKKgAfk1QMp//yNjTE1hqiMiIiIiUlmCDnv4kDHmNOAW4HBgpTHmF8CTwApgh7W2uWC1FBEREREpU0GHPbzPf2uBI4BJwH902qYvh8pYa/OZLVREREREpKQFDYZPo33a+0zO504X24qIiIiISDfyaZ1W8C0iIiIikqegAfn0gtZCRERERKRCBe3UubbQFRERERERqURBhz0UEREREZECKOgIJ8aYOuAAYBQwDNgLvA1Ya+2OQpYlIiIiIlIO8g7IjTEucDZwFTCfrlvdM8aYZcCNwM+ttel8yxURERERKQd5pawYYyYATwC/At4LhPBGX+n8cvFazn8CPGGMmZZPuSIiIiIi5SJwQG6MGY03M+dC/6PsMIi7gVXAEuBVYE+n9UcAjxlj6oOWLSIiIiJSLvJJWbkNb/jDDJACfgrcaK19JXcjY4yD1zp+MbAIrxV9GnAr8NE8yhcRERERKXmBAnJjzDHAyXjBeAPwQWvtU11ta63NAC8BnzPG3AE8CNQBHzLGHGWtfSJIHUREREREykHQlJVP5rxf1F0w3pm19hngkpyPzg1YvoiIiIhIWQgakB/lL9dYa3/bnx2ttXcDq/Fyyo8MWL6IiIiISFkIGpBPxEtXeSbg/s/6y6kB9xcRERERKQtBA/KIv0wE3D/ofiIiIiIiZSVoQL7ZX84OuH92vy0B9xcRERERKQtBA/LFeDng840xB/ZnR2PMQXgzemaApQHLFxEREREpC0ED8t/nvL/NGFPXl52MMcPxxi/PThL0x4Dli4iIiIiUhaAB+W+AN/33c4GlxphTu9vYGOMYYz6EN3vnHLzW8TXA7QHLFxEREREpC4EmBrLWJo0x5wF/848xA/ijMWYz8BywHtgDDAOmAIcBY/zdHaAF+Iy1Nplf9UVERERESluggBzAWvsPY8xHgLuBGv/jccCHutjcwWsVd4DdwHnW2ieDli0iIiIiUi6CpqwAYK19CJgH3AJkW7udLl7gDXV4K3CwtVa54yIiIiIi5NFCnmWtXQtcaIz5HN4MngcBo4FaoBHYCrwA/MNauzvf8kREREREykneAXmWtXYP8Bf/JSIiIiIifZBXyoqIiIiIiORHAbmIiIiIyCDqNmXFH9aw6Ky1tw1EORWqrqGhgQULFgx2PUREREQqWkNDA0CXk2n2lEN+C95QhcWmgLx40oDb0NCgzrQiIiIig6sOLzZ7l946dTq9rM/XQAT8FctaW7BOuyIiIiJSHD0FbM9R2IB5Nu0TCEHxg30RERERkSGv24DcWnt4IQowxowAfggcRnuA7wCbgasKUYaIiIiISKkqakqDMeZM4CfAWLxgPNsq/ivgC9baHcUsX0RERERkqCtKQG6MGQ/8FPgoXhCeDcbXAoustX8tRrkiIiIiIqWm4OOQG2MuAlbQHoyDF5D/BJirYFxEREREpF3BWsiNMdOBG4FjaW8VBy84v9ha+0yhyhIRERERKRd5B+TGGAf4IvANoIr2VvEk8F3gP621iXzLEREREREpR3kF5MaYucBNwAI6too/h9cqvjy/6omIiIiIlLdAAbkxJgJ8DfgyEMlZ1QT8O/Aja22XMxGJiIiIiEi7fgfkxpjDgV8As+g4gsqjwKXW2jcLWkMRERERkTLW54DcGFMNfBu4go6js+wCrrbW/rLAdRMRERERKXt9CsiNMScC1wPT6Ngqfh9whbX2naLVUKQTY8wxwGOdPr7VWnt+N9svAn4OXGKt/UUe5d4CfKaXzU631v7eGHM+0Pkh9VvW2q8FLV8Kry/nkjHmOOBKYCEwCtgK/A3v/+fKAtVjLrAUuMta++letj0PuByYh3cttnjn2s+ttamc7c5H5+CAGKhrkjHmCuBa4AJr7S2BKtv1cQ8EFgN3dFdnf7vbgXN6OdyHrbX3G2Muxht5LdfXrbXX5FPXSlbM86wY1zljTJV/zDPxsipiwNvA34H/tta+3MO+FXed6zEgN8bU4017fx7to6eA9w96pbX2d0Wsm0hf/MNfvtrVSmPMe4HvF6isA/3li8CebrbZ5i/fyanbPKCuQHWQ4nnXuWSM+S5eXxmATcBKwOAFJWcYYz5irX04n0KNMaOA39CxP0532/4E7wYHsApIAfP910eMMR/KGdVK5+DgKMo1yU8X/a886tXdcccAd9K3BrrsNfAFYG8322z3l2+j86+YCnaeFeM6Z4wZhxfQz/Y/2oh3buwPnAucbYy50Fp7exf7VuR1rts/wE7T3udO8HMzXorK7uJXT6RXx1hrk12t8FsT7gNq8y3EGBOm/cJycm/fCllr/wL8xd/3ceDofOsgRdfhXDLGXIh3k0oAl+K1RGWMMSOB24BTgduNMTOstd09oPXIGDMV+CMwpw/bno93k9oFfMha+6T/+XzgT8BJwH/gdazXOTh4Cn5NMsYcD9wLDMu7dh2Puw/e+TerD9tGgZn+jydaa7f1tL219n7gfn/fJ4H35VVZ6awg51kRr3O/wrtnvg6cY619zi+vBviBX9bNxpgXc0fkq+TrXE9PxHfRnpqSHc5wN96N40FjTCHKz1hr9UcqBWWMiQNfwRsJKFSgw84CosAWpWiVP/8cyrYufT43PcBau90Ycw6wHq/B4iN4LYz9LeMTwE+BkX3YNoR3PgN8OXuT8uuzxP9692Hgi8aY/7bW7upvfaR4gl6T/K/8/xX4KgWeWdsY80ngOmBEH3eZgxczbOotGJfB0d/zrFjXOWPMQcCJQBr4pLV2cc5xG40xl+HdU98PfAG42N+voq9zffmKKpPzvg44rEBl5wb6IgVhjNkP72uyKXhfc30NuASv/0M+sl/Vamz9yvBhvED5NeCGziuttbuMMZ/Dy7W0/T24MeYpvFxN8Fo+Ac7oYZf3A/sCrXgtT53r84gx5nVgP7wb57u2kcER9JpkjHkP3uhlk/Em2vsqXsvhpDzr4wJP0X4vvwuvseG0XnbVNXAIC3ieFes6d6y/fD03GM85bsYY80e869p7c1ZV9HWutydup4gvkWKYjHdBegY4zFr7rQIdN3szWlag48nQdqK//ENuB6Jc1tpbrbX/Y61dGuD4C/Fanj5lrT0TaOzD9gAvWGu7y93N5lEeE6A+UjxBr0lT/X2fAg611n63QPVx8YLxdcAnrLWfoPs+Mbl0DRzagpxnxbrO/RH4BF5rfXeycWBuS35FX+d6aiG/YMBqIVI4G4BTrbUPFPi42ZuR9b/GOxmvpWoH8ARws7W2ocBlyuA5wF++YoxxgNPxWmQm43VMegi4LadjUX9dhper2dzH7ffzl2/0sM0af/megHWS4gh6TVoHnGKtfbDA9UkDi/DOv5Z+7Je9Br5qjPk03jVwIt7fw9+BX1pre3uwlOIJcp4V5TpnrX2Dnq9VAGdly875rKKvc90G5NbaWweyIiKFYK19Ha8TSaFlb0bf5d0dZT4GfMUYc4a19qkilC0DL/s1bwIv2Hh/p/VnAZ83xpxqrV3f34Nba6/v5y5j/eWWHrbJ5vWO7m99pHiCXpOsta/SzQgaedYnTRfpCX2QDd6+z7uvgWcA/2qM+Zi19pl86ifBBDzPinqd644x5hLaU1Vuy1lV0de5gnYSESlHxpjxtF8otgIfx+sINQw4HngOGA/8xRiz/6BUUgotG3D8EO/G8QW8c2AYXt7lGrwhtu73R58otmp/2VOLelOnbUUKwhgzGS+PGGAz3rjS2WvgCXhjmE/AuwbOGJRKShADfp0zxpyAN4IfwIPW2j/nrK7o61yfZ+oUqWAu8D28r2evttZuzln3N3+IqWfwWpD+Ey93Tkpblb8cgz/ZU866+40xr+Hl0h6AN1lU5wlQCi2b39lTR/hsTma6yHWRyvR9vKD7n6y1uS2YjxpjjsZrmJgDfJPeJw+SoWFAr3PGmFPwOrHHgDfxxiPPVdHXObWQi/TCWvuWtfbL1tpzOwXj2fVNtE/Y8SFjTK8TvMiQl+1Q9FKnmxQA1lpL+xBgHx2A+mRzc+M9bJNd19TDNiL9Zq3dYK39kn8NfFc6gd8B73v+jx/xh6+ToW/ArnP+eOd/wHsIWAMcb63d2mmzir7OqYVcKpox5mDavz7r7GZr7c19PNQL/rIa7yu/jfnWTQbVTqAGb1bW7mSHf5sBBT2XupK9cY3qYZtsTuW7Hhql/BljFgD/283qG6y1t3WzrlCy18AavHNR8zUMfUW/zvmdRb9N+4gry/Em1+vqHlnR1zkF5FLphtP9DHKP5P5gjIn3MCpG7rdNQUfekKFjJd5IA7EetsnOkpcdqaLP51LA+gBM72GbffxlwTsCSkmop/vzryAjtegaWHaKep0zxsTwOm1+3P/oUeCMHib0qejrnAJyqWjW2sfpZVx8Y8y3gavxJkY4oJvNDvGXW+i5h7iUhmfwxug9tIdtstOIvwF9O5fy8Ky/nG+MiVprW7vY5gh/qZF+KpC19hGKdP4ZY74HfB5viLpDutks+/nb1trtxaiHFFzRrnPGmDDepFMf8T+6FbiklyEUK/o6pxxykd69iDeT3TxjzPzOK/2c8S/6P95lrdUMtKXv1/5yhjHm9M4rjTFjgU/6P94zAPV5Gm8ioSre3REqO3LBfsBu4HcDUB+pLNlr4EHGmAM7r/RH4PiC/+NvB7JikpdiXud+SHsw/n1r7fl9GM+8oq9zCshFevd7YJX//re5Qbl/wboHOBgv/+2bA189KTRr7SrgF/6PvzTGfDi7zh8G87d4Q7qLBoYAAAJrSURBVIa9DNw3APXJ0H5u/a8x5qSc+hyC1/oE8OMevg4WCepevOnVHeBuP48YAGPMOLy/gQPw8noLNTuyFFmxrnPGmPcDV/o/3mGt/VIf61PR1zmlrIj0wlrbaow5DS8/bl/geWPMm8AuYC4QwQvGT7bWqiNT+bgKb5i3U4E/GmPW46UjzcVrLVyLN/V4V1+rFsMvgKPxhpR7yBjzKtCKN9ScA/wF+PoA1UUqiLW2xb8GPgzsDywxxqzGa6nMXgM3Ax/oahQWGdKKcZ37cs772caYJ3vYdpO19qycnyv2OqcWcpE+8Id/OgD4Bl4v8QmAwWs1+i9gprV2yeDVUArNH87yw8CngcfwWopmAavxWgHn+y1MA1WfDN7XuBfgfbU7ES84Wg58CTjNWpvs/ggiwVlrV+BNEvOfeLnkE2m/Bn4HmGWt7Wm0DhmCinSdOzrn/cF4nUC7e703d8dKvs6phVzKnrV2nwIdZwfw//yXVAD/5nCH/ypmOecD5/exPrf4LylRQa9J1trJBa5K9rifxgvIettuO/Dv/kuGuL6eZ4W+zllra3vfqtf63EKFXefUQi4iIiIiMogUkIuIiIiIDCKlrEipe9wYA/CAtfbbg12ZLGPMKcBX/R/nDWZdpM+G5LkUlM7BQVNW51FQxpgP0T47o86/wtN5Rnld5xSQS6nLzhj2+qDW4t3G0f1sZjI0DdVzKSidg4Oj3M6joMaj86+YdJ55yuY652QymsNERERERGSwKIdcRERERGQQKSAXERERERlECshFRERERAaRAnIRERERkUGkgFxEREREZBApIBcRERERGUT/H8nF92GDam6SAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 792x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_formatter = ticker.FixedFormatter([\n",
    "    \"[1-5]\", \"[6-10]\", \"[11-15]\", \"[16-20]\"])\n",
    "x_locator = ticker.FixedLocator([1, 2, 3, 4])\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "for study_number in studies:\n",
    "    fig = plt.figure(figsize=(11,6))\n",
    "    ax = fig.add_subplot(111)\n",
    "    for half in range(1,2+1):\n",
    "        for condition in game_rounds[game_rounds.study==study_number].condition.unique():\n",
    "            print(condition,markers[condition])\n",
    "            sns.regplot(x=\"quarter\",\n",
    "                        y=\"revised_error_relative2solo\",\n",
    "                        data=game_rounds[(game_rounds.half==half) & (game_rounds.condition==condition)],\n",
    "                        x_estimator=np.mean, ax=ax,\n",
    "                        truncate=True,\n",
    "                        marker=markers[condition],\n",
    "                        color=colors[condition],\n",
    "                        line_kws = {'linestyle':linestyles[condition]},\n",
    "                        scatter_kws ={'s':600},\n",
    "                        \n",
    "                        fit_reg=True,\n",
    "                        ci=95,\n",
    "                        label=condition,\n",
    "                       )\n",
    "            \n",
    "    ax.set_xlabel(\"\",fontsize=label_size)\n",
    "    ax.set_ylabel('Normalized Group error',fontsize=label_size)\n",
    "\n",
    "    ax.set_xlim(0.5,4.5)\n",
    "    ax.set_ylim(-0.149,0.03)\n",
    "\n",
    "    ax.xaxis.set_major_formatter(x_formatter)\n",
    "    ax.xaxis.set_major_locator(x_locator)\n",
    "\n",
    "    \n",
    "    ax.yaxis.set_major_locator(ticker.MultipleLocator(1))\n",
    "    ax.yaxis.set_major_locator(ticker.MultipleLocator(0.05))\n",
    "    \n",
    "    ax.tick_params(labelsize=tick_size)\n",
    "\n",
    "\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fig.2 Panel (E)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Individual errors across conditions\n",
      "dynamic_full_feedback :  0.16188566552900888 0.1782283589895045\n",
      "dynamic :  0.16447792869269615 0.17768775707978288\n",
      "dynamic_self_feedback :  0.1938805970149239 0.20124480598538222\n",
      "dynamic_no_feedback :  0.20819250139899115 0.20000246539135236\n",
      "static :  0.19213968253967992 0.18647361912239413\n",
      "solo_feedback :  0.24690550363447303 0.21626848821652658\n",
      "solo_no_feedback :  0.25622930334270416 0.23204174442014922\n"
     ]
    }
   ],
   "source": [
    "print(\"Individual errors across conditions\")\n",
    "for condition in conditions:\n",
    "    data = round_data[round_data.condition == condition].revised_error\n",
    "    print(condition, \": \", data.mean(), data.std())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Group errors across conditions\n",
      "dynamic_full_feedback :  0.13656385762385764 0.10521362593787685\n",
      "dynamic :  0.13565359848484848 0.1034835735702573\n",
      "dynamic_self_feedback :  0.1583042929292929 0.10637824733799338\n",
      "dynamic_no_feedback :  0.17694999999999997 0.11968508661105626\n",
      "static :  0.15998928030303028 0.10361755828892437\n",
      "solo_feedback :  0.2052639690587188 0.09663065988838615\n",
      "solo_no_feedback :  0.2079623173400682 0.11217896809694078\n"
     ]
    }
   ],
   "source": [
    "print(\"Group errors across conditions\")\n",
    "for condition in conditions:\n",
    "    data = game_rounds[game_rounds.condition == condition].revised_wisdom_error\n",
    "    print(condition, \": \", data.mean(), data.std())"
   ]
  }
 ],
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